{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# R-file level analysis\n",
    "\n",
    "This notebook analyzes R files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib import rc\n",
    "import pandas as pd\n",
    "\n",
    "# plot style\n",
    "sns.set_style('whitegrid')\n",
    "sns.set_style({'font.family': 'Times New Roman'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"data/rfile_stats.csv\", delimiter='\\t', \\\n",
    "                 names=['doi', 'filename', 'comments_no', 'dep_no', 'func_no', \\\n",
    "                        'test_no', 'class_no','encoding', 'total_lines'])\n",
    "\n",
    "# Items[*].[doi.S,filename.S,comments_no.S,dep_no.S,func_no.S,test_no.S,class_no.S,encoding.S,total_lines.S]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "8178"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "2104"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df.doi.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>doi</th>\n      <th>filename</th>\n      <th>comments_no</th>\n      <th>dep_no</th>\n      <th>func_no</th>\n      <th>test_no</th>\n      <th>class_no</th>\n      <th>encoding</th>\n      <th>total_lines</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>doi:10.7910/DVN/XFQZI2</td>\n      <td>Condemnation.R</td>\n      <td>71</td>\n      <td>10</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>ascii</td>\n      <td>335</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>doi:10.7910/DVN/WGPDBS</td>\n      <td>Replication_of_Figures.R</td>\n      <td>17</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>ascii</td>\n      <td>238</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>doi:10.7910/DVN/BPON3K</td>\n      <td>fig_10_effect_of_winning_on_gov.R</td>\n      <td>13</td>\n      <td>4</td>\n      <td>0</td>\n      <td>2</td>\n      <td>0</td>\n      <td>Windows-1252</td>\n      <td>188</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>doi:10.7910/DVN/BPON3K</td>\n      <td>fig_11_rd_placebo.R</td>\n      <td>8</td>\n      <td>4</td>\n      <td>0</td>\n      <td>2</td>\n      <td>0</td>\n      <td>Windows-1252</td>\n      <td>153</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>doi:10.7910/DVN/BPON3K</td>\n      <td>fig_12_historical_trend.R</td>\n      <td>4</td>\n      <td>3</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Windows-1252</td>\n      <td>37</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "                      doi                           filename comments_no  \\\n0  doi:10.7910/DVN/XFQZI2                     Condemnation.R          71   \n1  doi:10.7910/DVN/WGPDBS           Replication_of_Figures.R          17   \n2  doi:10.7910/DVN/BPON3K  fig_10_effect_of_winning_on_gov.R          13   \n3  doi:10.7910/DVN/BPON3K                fig_11_rd_placebo.R           8   \n4  doi:10.7910/DVN/BPON3K          fig_12_historical_trend.R           4   \n\n  dep_no func_no test_no  class_no      encoding total_lines  \n0     10       1       0         0         ascii         335  \n1      1       0       0         0         ascii         238  \n2      4       0       2         0  Windows-1252         188  \n3      4       0       2         0  Windows-1252         153  \n4      3       0       0         0  Windows-1252          37  "
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Convert to numbers ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def column_to_int(el):\n",
    "    el = el.strip()\n",
    "    \n",
    "    if el.isdigit():\n",
    "        return float(el.split()[0])\n",
    "    else:\n",
    "        #print(el)  \n",
    "        return np.nan\n",
    "    \n",
    "df['total_lines']=df[\"total_lines\"].apply(column_to_int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['comments_no']=df[\"comments_no\"].apply(column_to_int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['dep_no']=df[\"dep_no\"].apply(column_to_int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['func_no']=df[\"func_no\"].apply(column_to_int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['test_no']=df[\"test_no\"].apply(column_to_int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Relative no of comments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ( total lines - no of comments ) / no of comments\n",
    "df['comm_rel']=(df['total_lines']-df['comments_no'])/df['comments_no']\n",
    "df['comm_rel']=df['comm_rel'].round(2)\n",
    "df=df.replace([np.inf, -np.inf], np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "312.94237827257155"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"total_lines\"].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "160.0"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"total_lines\"].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={\"height_ratios\": (.15, .85)})\n",
    " \n",
    "# Add a graph in each part\n",
    "sns.boxplot(df[\"total_lines\"], color='c', ax=ax_box)\n",
    "sns.distplot(df[\"total_lines\"].dropna(), color='c', ax=ax_hist, kde=False, bins=700)\n",
    " \n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set(title='Distribution of number of lines of code per R file')\n",
    "ax_hist.set(xlabel=\"lines of code\")\n",
    "#plt.xscale('log')\n",
    "plt.xlim(0, 1000)\n",
    "plt.show()\n",
    "\n",
    "f.tight_layout()\n",
    "f.savefig(\"plots/line_of_code.png\", dpi=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 432x288 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={\"height_ratios\": (.15, .85)})\n",
    " \n",
    "# Add a graph in each part\n",
    "sns.boxplot(df[\"comm_rel\"], ax=ax_box)\n",
    "sns.distplot(df[\"comm_rel\"].dropna(), ax=ax_hist, kde=False, bins=350)\n",
    " \n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set_title('Number of lines of code per number of comments in an R file', fontsize=16)\n",
    "ax_hist.set_xlabel(\"lines of code / lines of comments\", fontsize=13)\n",
    "#plt.xscale('log')\n",
    "plt.xlim(0, 30)\n",
    "plt.show()\n",
    "\n",
    "f.tight_layout()\n",
    "f.savefig(\"plots/rel_comments.png\", dpi=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "4.5"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"comm_rel\"].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "7.368942052771114"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"comm_rel\"].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Relative no of dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ( total lines - no of comments ) / no of comments\n",
    "df['dep_rel']=(df['total_lines']-df['dep_no'])/df['dep_no']\n",
    "df['dep_rel']=df['dep_rel'].round(2)\n",
    "df=df.replace([np.inf, -np.inf], np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "50.6"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['dep_rel'].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={\"height_ratios\": (.15, .85)})\n",
    " \n",
    "# Add a graph in each part\n",
    "sns.boxplot(df[\"dep_rel\"], color='g', ax=ax_box)\n",
    "sns.distplot(df[\"dep_rel\"].dropna(), color='g', ax=ax_hist, kde=False, bins=800)\n",
    " \n",
    "# Remove x axis name for the boxplot\"\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set(title='Number of lines of code per \\nnumber of dependencies in an R file')\n",
    "ax_hist.set(xlabel=\"lines of code / number of dependencies\")\n",
    "#plt.xscale('log')\n",
    "plt.xlim(0, 250)\n",
    "plt.show()\n",
    "\n",
    "f.tight_layout()\n",
    "f.savefig(\"plots/rel_dep.png\", dpi=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## exclude where 0 dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rslt_df = df[df['dep_rel'] != 0] \n",
    "\n",
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={\"height_ratios\": (.15, .85)})\n",
    " \n",
    "# Add a graph in each part\n",
    "sns.boxplot(rslt_df[\"dep_rel\"], color='g', ax=ax_box)\n",
    "sns.distplot(rslt_df[\"dep_rel\"].dropna(), color='g', ax=ax_hist, kde=False, bins=900)\n",
    " \n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set(title='Number of lines of code per number of dependencies in an R file')\n",
    "ax_hist.set(xlabel=\"lines of code / number of dependencies\")\n",
    "#plt.xscale('log')\n",
    "plt.xlim(0, 30)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Relative no of either func or class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['module']=df['func_no']+df['class_no']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Contain functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "2851"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df['func_no'] != 0).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Contain classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "373"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df['class_no'] != 0).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ( total lines - no of comments ) / no of comments\n",
    "df['module_rel']=df['total_lines']/df['module']\n",
    "df['module_rel']=df['module_rel'].round(2)\n",
    "df=df.replace([np.inf, -np.inf], np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
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     "output_type": "display_data"
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   "source": [
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={\"height_ratios\": (.15, .85)})\n",
    " \n",
    "# Add a graph in each part\n",
    "sns.boxplot(df[\"module_rel\"], color='g', ax=ax_box)\n",
    "sns.distplot(df[\"module_rel\"].dropna(), color='g', ax=ax_hist, kde=False, bins=700)\n",
    " \n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set(title='Number of lines of code per number of modules in an R file')\n",
    "ax_hist.set(xlabel=\"lines of code / number of modules (function or class)\")\n",
    "#plt.xscale('log')\n",
    "plt.xlim(0, 600)\n",
    "#plt.ylim(0, 600)\n",
    "plt.show()\n",
    "\n",
    "f.tight_layout()\n",
    "f.savefig(\"plots/rel_module.png\", dpi=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Average in code that have modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "103.0"
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rslt_df = df[df['module_rel'] > 0]\n",
    "rslt_df['module_rel'].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "103.0"
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['module_rel'].median()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Relative no of funcs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "2851"
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df.loc[df['func_no'] != 0].copy()\n",
    "len(df2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "df3 = pd.read_csv(\"data/readability_metrics.csv\", delimiter='\\t', \\\n",
    "                 names=['doi', 'filename', 'line_no', 'avg_line_len', 'max_line_len', \\\n",
    "                        'avg_indentation', 'max_indentation', 'avg_numbers', 'avg_comments', \\\n",
    "                        'max_numbers', 'avg_periods', 'avg_commas', 'avg_spaces', \\\n",
    "                        'avg_parentheses', 'avg_arithmetic_operators', 'avg_comparison_operators', \\\n",
    "                        'avg_assignments', 'avg_branches', 'avg_loops', 'avg_keywords', \\\n",
    "                        'max_keywords', 'avg_blank_lines', 'max_occurrence_of_character', \\\n",
    "                        'avg_vars_len', 'max_vars_len', 'avg_vars_count', 'max_vars_count', \\\n",
    "                        'max_occurence_of_var', 'vars'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "4124"
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>doi</th>\n      <th>filename</th>\n      <th>line_no</th>\n      <th>avg_line_len</th>\n      <th>max_line_len</th>\n      <th>avg_indentation</th>\n      <th>max_indentation</th>\n      <th>avg_numbers</th>\n      <th>avg_comments</th>\n      <th>max_numbers</th>\n      <th>...</th>\n      <th>avg_keywords</th>\n      <th>max_keywords</th>\n      <th>avg_blank_lines</th>\n      <th>max_occurrence_of_character</th>\n      <th>avg_vars_len</th>\n      <th>max_vars_len</th>\n      <th>avg_vars_count</th>\n      <th>max_vars_count</th>\n      <th>max_occurence_of_var</th>\n      <th>vars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>doi:10.7910/DVN/WGPDBS</td>\n      <td>Replication_of_Figures.R</td>\n      <td>239</td>\n      <td>38.673640</td>\n      <td>189</td>\n      <td>2.297071</td>\n      <td>41</td>\n      <td>5.556485</td>\n      <td>0.071130</td>\n      <td>21</td>\n      <td>...</td>\n      <td>0.292887</td>\n      <td>4</td>\n      <td>0.217573</td>\n      <td>43</td>\n      <td>12.77551</td>\n      <td>19</td>\n      <td>1.058577</td>\n      <td>8</td>\n      <td>60</td>\n      <td>close_lo;soph_lo;sophsq;pid_lo;general_means;x...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>doi:10.7910/DVN/WCTILJ</td>\n      <td>Script.R</td>\n      <td>83</td>\n      <td>34.891566</td>\n      <td>170</td>\n      <td>0.072289</td>\n      <td>2</td>\n      <td>2.445783</td>\n      <td>0.253012</td>\n      <td>19</td>\n      <td>...</td>\n      <td>0.349398</td>\n      <td>4</td>\n      <td>0.156627</td>\n      <td>17</td>\n      <td>0.00000</td>\n      <td>0</td>\n      <td>8.614458</td>\n      <td>42</td>\n      <td>715</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>doi:10.7910/DVN/O3ETO9</td>\n      <td>jose-galdino-script-tf-ad-ufpe-2018.R</td>\n      <td>106</td>\n      <td>26.698113</td>\n      <td>182</td>\n      <td>1.886792</td>\n      <td>40</td>\n      <td>0.509434</td>\n      <td>0.160377</td>\n      <td>9</td>\n      <td>...</td>\n      <td>0.179245</td>\n      <td>1</td>\n      <td>0.339623</td>\n      <td>48</td>\n      <td>0.00000</td>\n      <td>0</td>\n      <td>9.537736</td>\n      <td>69</td>\n      <td>1011</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>doi:10.7910/DVN/TKTN5J</td>\n      <td>0_Run It All.R</td>\n      <td>78</td>\n      <td>28.179487</td>\n      <td>68</td>\n      <td>0.512821</td>\n      <td>10</td>\n      <td>0.576923</td>\n      <td>0.320513</td>\n      <td>8</td>\n      <td>...</td>\n      <td>0.333333</td>\n      <td>2</td>\n      <td>0.230769</td>\n      <td>57</td>\n      <td>0.00000</td>\n      <td>0</td>\n      <td>8.538462</td>\n      <td>58</td>\n      <td>666</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>doi:10.7910/DVN/TKTN5J</td>\n      <td>1_Prep the data.R</td>\n      <td>103</td>\n      <td>37.378641</td>\n      <td>88</td>\n      <td>2.145631</td>\n      <td>33</td>\n      <td>1.058252</td>\n      <td>0.223301</td>\n      <td>9</td>\n      <td>...</td>\n      <td>0.378641</td>\n      <td>3</td>\n      <td>0.135922</td>\n      <td>57</td>\n      <td>3.00000</td>\n      <td>8</td>\n      <td>0.291262</td>\n      <td>2</td>\n      <td>18</td>\n      <td>division;dt;r;R</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 29 columns</p>\n</div>",
      "text/plain": "                      doi                               filename  line_no  \\\n0  doi:10.7910/DVN/WGPDBS               Replication_of_Figures.R      239   \n1  doi:10.7910/DVN/WCTILJ                               Script.R       83   \n2  doi:10.7910/DVN/O3ETO9  jose-galdino-script-tf-ad-ufpe-2018.R      106   \n3  doi:10.7910/DVN/TKTN5J                         0_Run It All.R       78   \n4  doi:10.7910/DVN/TKTN5J                      1_Prep the data.R      103   \n\n   avg_line_len  max_line_len  avg_indentation  max_indentation  avg_numbers  \\\n0     38.673640           189         2.297071               41     5.556485   \n1     34.891566           170         0.072289                2     2.445783   \n2     26.698113           182         1.886792               40     0.509434   \n3     28.179487            68         0.512821               10     0.576923   \n4     37.378641            88         2.145631               33     1.058252   \n\n   avg_comments  max_numbers  ...  avg_keywords  max_keywords  \\\n0      0.071130           21  ...      0.292887             4   \n1      0.253012           19  ...      0.349398             4   \n2      0.160377            9  ...      0.179245             1   \n3      0.320513            8  ...      0.333333             2   \n4      0.223301            9  ...      0.378641             3   \n\n   avg_blank_lines  max_occurrence_of_character  avg_vars_len  max_vars_len  \\\n0         0.217573                           43      12.77551            19   \n1         0.156627                           17       0.00000             0   \n2         0.339623                           48       0.00000             0   \n3         0.230769                           57       0.00000             0   \n4         0.135922                           57       3.00000             8   \n\n   avg_vars_count  max_vars_count  max_occurence_of_var  \\\n0        1.058577               8                    60   \n1        8.614458              42                   715   \n2        9.537736              69                  1011   \n3        8.538462              58                   666   \n4        0.291262               2                    18   \n\n                                                vars  \n0  close_lo;soph_lo;sophsq;pid_lo;general_means;x...  \n1                                                NaN  \n2                                                NaN  \n3                                                NaN  \n4                                    division;dt;r;R  \n\n[5 rows x 29 columns]"
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df2.merge(df3, on=['doi','filename'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>doi</th>\n      <th>filename</th>\n      <th>comments_no</th>\n      <th>dep_no</th>\n      <th>func_no</th>\n      <th>test_no</th>\n      <th>class_no</th>\n      <th>encoding</th>\n      <th>total_lines</th>\n      <th>comm_rel</th>\n      <th>...</th>\n      <th>avg_keywords</th>\n      <th>max_keywords</th>\n      <th>avg_blank_lines</th>\n      <th>max_occurrence_of_character</th>\n      <th>avg_vars_len</th>\n      <th>max_vars_len</th>\n      <th>avg_vars_count</th>\n      <th>max_vars_count</th>\n      <th>max_occurence_of_var</th>\n      <th>vars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>doi:10.7910/DVN/TKTN5J</td>\n      <td>AP - Multigrid.R</td>\n      <td>19.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>ascii</td>\n      <td>48.0</td>\n      <td>1.53</td>\n      <td>...</td>\n      <td>0.645833</td>\n      <td>4</td>\n      <td>0.187500</td>\n      <td>40</td>\n      <td>4.200000</td>\n      <td>9</td>\n      <td>0.187500</td>\n      <td>2</td>\n      <td>8</td>\n      <td>division;dt;r;R;multiplot</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>doi:10.7910/DVN/TKTN5J</td>\n      <td>x_Auxiliary Functions.R</td>\n      <td>28.0</td>\n      <td>1.0</td>\n      <td>3.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>utf-8</td>\n      <td>112.0</td>\n      <td>3.00</td>\n      <td>...</td>\n      <td>0.495575</td>\n      <td>4</td>\n      <td>0.159292</td>\n      <td>57</td>\n      <td>7.142857</td>\n      <td>15</td>\n      <td>0.389381</td>\n      <td>2</td>\n      <td>32</td>\n      <td>division;format_raw_data;rearrange_data;multip...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>doi:10.7910/DVN/KKS1R0</td>\n      <td>data_bayes_out.R</td>\n      <td>24.0</td>\n      <td>0.0</td>\n      <td>4.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>ascii</td>\n      <td>77.0</td>\n      <td>2.21</td>\n      <td>...</td>\n      <td>0.410256</td>\n      <td>4</td>\n      <td>0.205128</td>\n      <td>88</td>\n      <td>7.500000</td>\n      <td>15</td>\n      <td>0.410256</td>\n      <td>3</td>\n      <td>14</td>\n      <td>division;lowerbound;upperbound;dat.a.bayes.out...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>doi:10.7910/DVN/KKS1R0</td>\n      <td>ep_jags_functions.R</td>\n      <td>33.0</td>\n      <td>1.0</td>\n      <td>3.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>ISO-8859-1</td>\n      <td>115.0</td>\n      <td>2.48</td>\n      <td>...</td>\n      <td>0.474138</td>\n      <td>5</td>\n      <td>0.198276</td>\n      <td>70</td>\n      <td>9.500000</td>\n      <td>17</td>\n      <td>0.275862</td>\n      <td>4</td>\n      <td>27</td>\n      <td>division;lowerbound;ep.wf.negbin.b;upperbound;...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>doi:10.7910/DVN/KKS1R0</td>\n      <td>prepare_data_set.R</td>\n      <td>26.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>ISO-8859-1</td>\n      <td>71.0</td>\n      <td>1.73</td>\n      <td>...</td>\n      <td>0.347222</td>\n      <td>3</td>\n      <td>0.083333</td>\n      <td>70</td>\n      <td>9.117647</td>\n      <td>17</td>\n      <td>0.486111</td>\n      <td>3</td>\n      <td>19</td>\n      <td>division;lowerbound;oxyellow;ep.wf.negbin.b;ox...</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 40 columns</p>\n</div>",
      "text/plain": "                      doi                 filename  comments_no  dep_no  \\\n0  doi:10.7910/DVN/TKTN5J         AP - Multigrid.R         19.0     1.0   \n1  doi:10.7910/DVN/TKTN5J  x_Auxiliary Functions.R         28.0     1.0   \n2  doi:10.7910/DVN/KKS1R0         data_bayes_out.R         24.0     0.0   \n3  doi:10.7910/DVN/KKS1R0      ep_jags_functions.R         33.0     1.0   \n4  doi:10.7910/DVN/KKS1R0       prepare_data_set.R         26.0     0.0   \n\n   func_no  test_no  class_no    encoding  total_lines  comm_rel  ...  \\\n0      1.0      0.0         0       ascii         48.0      1.53  ...   \n1      3.0      0.0         0       utf-8        112.0      3.00  ...   \n2      4.0      0.0         0       ascii         77.0      2.21  ...   \n3      3.0      0.0         0  ISO-8859-1        115.0      2.48  ...   \n4      1.0      0.0         0  ISO-8859-1         71.0      1.73  ...   \n\n   avg_keywords  max_keywords  avg_blank_lines  max_occurrence_of_character  \\\n0      0.645833             4         0.187500                           40   \n1      0.495575             4         0.159292                           57   \n2      0.410256             4         0.205128                           88   \n3      0.474138             5         0.198276                           70   \n4      0.347222             3         0.083333                           70   \n\n   avg_vars_len  max_vars_len  avg_vars_count  max_vars_count  \\\n0      4.200000             9        0.187500               2   \n1      7.142857            15        0.389381               2   \n2      7.500000            15        0.410256               3   \n3      9.500000            17        0.275862               4   \n4      9.117647            17        0.486111               3   \n\n   max_occurence_of_var                                               vars  \n0                     8                          division;dt;r;R;multiplot  \n1                    32  division;format_raw_data;rearrange_data;multip...  \n2                    14  division;lowerbound;upperbound;dat.a.bayes.out...  \n3                    27  division;lowerbound;ep.wf.negbin.b;upperbound;...  \n4                    19  division;lowerbound;oxyellow;ep.wf.negbin.b;ox...  \n\n[5 rows x 40 columns]"
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2['func_rel']=(df2['total_lines']- df2['func_no'] - df2['dep_no'] - df2['comments_no'])/df2['func_no']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>doi</th>\n      <th>filename</th>\n      <th>comments_no</th>\n      <th>dep_no</th>\n      <th>func_no</th>\n      <th>test_no</th>\n      <th>class_no</th>\n      <th>encoding</th>\n      <th>total_lines</th>\n      <th>comm_rel</th>\n      <th>...</th>\n      <th>max_keywords</th>\n      <th>avg_blank_lines</th>\n      <th>max_occurrence_of_character</th>\n      <th>avg_vars_len</th>\n      <th>max_vars_len</th>\n      <th>avg_vars_count</th>\n      <th>max_vars_count</th>\n      <th>max_occurence_of_var</th>\n      <th>vars</th>\n      <th>func_rel</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>doi:10.7910/DVN/TKTN5J</td>\n      <td>AP - Multigrid.R</td>\n      <td>19.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>ascii</td>\n      <td>48.0</td>\n      <td>1.53</td>\n      <td>...</td>\n      <td>4</td>\n      <td>0.187500</td>\n      <td>40</td>\n      <td>4.200000</td>\n      <td>9</td>\n      <td>0.187500</td>\n      <td>2</td>\n      <td>8</td>\n      <td>division;dt;r;R;multiplot</td>\n      <td>27.00</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>doi:10.7910/DVN/TKTN5J</td>\n      <td>x_Auxiliary Functions.R</td>\n      <td>28.0</td>\n      <td>1.0</td>\n      <td>3.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>utf-8</td>\n      <td>112.0</td>\n      <td>3.00</td>\n      <td>...</td>\n      <td>4</td>\n      <td>0.159292</td>\n      <td>57</td>\n      <td>7.142857</td>\n      <td>15</td>\n      <td>0.389381</td>\n      <td>2</td>\n      <td>32</td>\n      <td>division;format_raw_data;rearrange_data;multip...</td>\n      <td>26.67</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>doi:10.7910/DVN/KKS1R0</td>\n      <td>data_bayes_out.R</td>\n      <td>24.0</td>\n      <td>0.0</td>\n      <td>4.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>ascii</td>\n      <td>77.0</td>\n      <td>2.21</td>\n      <td>...</td>\n      <td>4</td>\n      <td>0.205128</td>\n      <td>88</td>\n      <td>7.500000</td>\n      <td>15</td>\n      <td>0.410256</td>\n      <td>3</td>\n      <td>14</td>\n      <td>division;lowerbound;upperbound;dat.a.bayes.out...</td>\n      <td>12.25</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>doi:10.7910/DVN/KKS1R0</td>\n      <td>ep_jags_functions.R</td>\n      <td>33.0</td>\n      <td>1.0</td>\n      <td>3.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>ISO-8859-1</td>\n      <td>115.0</td>\n      <td>2.48</td>\n      <td>...</td>\n      <td>5</td>\n      <td>0.198276</td>\n      <td>70</td>\n      <td>9.500000</td>\n      <td>17</td>\n      <td>0.275862</td>\n      <td>4</td>\n      <td>27</td>\n      <td>division;lowerbound;ep.wf.negbin.b;upperbound;...</td>\n      <td>26.00</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>doi:10.7910/DVN/KKS1R0</td>\n      <td>prepare_data_set.R</td>\n      <td>26.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>ISO-8859-1</td>\n      <td>71.0</td>\n      <td>1.73</td>\n      <td>...</td>\n      <td>3</td>\n      <td>0.083333</td>\n      <td>70</td>\n      <td>9.117647</td>\n      <td>17</td>\n      <td>0.486111</td>\n      <td>3</td>\n      <td>19</td>\n      <td>division;lowerbound;oxyellow;ep.wf.negbin.b;ox...</td>\n      <td>44.00</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 41 columns</p>\n</div>",
      "text/plain": "                      doi                 filename  comments_no  dep_no  \\\n0  doi:10.7910/DVN/TKTN5J         AP - Multigrid.R         19.0     1.0   \n1  doi:10.7910/DVN/TKTN5J  x_Auxiliary Functions.R         28.0     1.0   \n2  doi:10.7910/DVN/KKS1R0         data_bayes_out.R         24.0     0.0   \n3  doi:10.7910/DVN/KKS1R0      ep_jags_functions.R         33.0     1.0   \n4  doi:10.7910/DVN/KKS1R0       prepare_data_set.R         26.0     0.0   \n\n   func_no  test_no  class_no    encoding  total_lines  comm_rel  ...  \\\n0      1.0      0.0         0       ascii         48.0      1.53  ...   \n1      3.0      0.0         0       utf-8        112.0      3.00  ...   \n2      4.0      0.0         0       ascii         77.0      2.21  ...   \n3      3.0      0.0         0  ISO-8859-1        115.0      2.48  ...   \n4      1.0      0.0         0  ISO-8859-1         71.0      1.73  ...   \n\n   max_keywords  avg_blank_lines  max_occurrence_of_character  avg_vars_len  \\\n0             4         0.187500                           40      4.200000   \n1             4         0.159292                           57      7.142857   \n2             4         0.205128                           88      7.500000   \n3             5         0.198276                           70      9.500000   \n4             3         0.083333                           70      9.117647   \n\n   max_vars_len  avg_vars_count  max_vars_count  max_occurence_of_var  \\\n0             9        0.187500               2                     8   \n1            15        0.389381               2                    32   \n2            15        0.410256               3                    14   \n3            17        0.275862               4                    27   \n4            17        0.486111               3                    19   \n\n                                                vars  func_rel  \n0                          division;dt;r;R;multiplot     27.00  \n1  division;format_raw_data;rearrange_data;multip...     26.67  \n2  division;lowerbound;upperbound;dat.a.bayes.out...     12.25  \n3  division;lowerbound;ep.wf.negbin.b;upperbound;...     26.00  \n4  division;lowerbound;oxyellow;ep.wf.negbin.b;ox...     44.00  \n\n[5 rows x 41 columns]"
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['func_rel']=df2['func_rel'].round(2)\n",
    "#df2=df2.replace([np.inf, -np.inf], np.nan)\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "81.25"
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.func_rel.median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "175.99401379310345"
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.func_rel.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "0    55.0\ndtype: float64"
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.func_rel.mode()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={\"height_ratios\": (.15, .85)})\n",
    " \n",
    "# Add a graph in each part\n",
    "sns.boxplot(df2[\"func_rel\"], color='g', ax=ax_box)\n",
    "g = sns.distplot(df2[\"func_rel\"].dropna(), color='g', ax=ax_hist, kde=False, bins=450)\n",
    "#g.set_yscale(\"log\")\n",
    "\n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set(title='Number of lines of code per \\nnumber of functions in R files')\n",
    "ax_hist.set(xlabel=\"lines of code / number of functions\")\n",
    "#plt.xscale('log')\n",
    "plt.xlim(0, 600)\n",
    "#plt.ylim(0, 1000)\n",
    "plt.show()\n",
    "\n",
    "f.tight_layout()\n",
    "f.savefig(\"plots/func_rel.png\", dpi=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Relative no of class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rslt_df = df #[df['class_no'] != 0] \n",
    "\n",
    "# ( total lines - no of comments ) / no of comments\n",
    "rslt_df['class_rel']=(rslt_df['total_lines']-rslt_df['class_no'])/rslt_df['class_no']\n",
    "rslt_df['class_rel']=rslt_df['class_no'].round(2)\n",
    "df=df.replace([np.inf, -np.inf], np.nan)\n",
    "\n",
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={\"height_ratios\": (.15, .85)})\n",
    " \n",
    "# Add a graph in each part\n",
    "sns.boxplot(rslt_df[\"class_rel\"], color='g', ax=ax_box)\n",
    "sns.distplot(rslt_df[\"class_rel\"].dropna(), color='g', ax=ax_hist, kde=False, bins=150)\n",
    "#g.set_yscale(\"log\")\n",
    "\n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set(title='Number of lines of code per number of functions in an R file')\n",
    "ax_hist.set(xlabel=\"lines of code / number of classes\")\n",
    "plt.yscale('log')\n",
    "plt.xlim(0, 20)\n",
    "plt.show()\n",
    "\n",
    "f.tight_layout()\n",
    "f.savefig(\"plots/class_rel.png\", dpi=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Relative no of tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>doi</th>\n      <th>filename</th>\n      <th>comments_no</th>\n      <th>dep_no</th>\n      <th>func_no</th>\n      <th>test_no</th>\n      <th>class_no</th>\n      <th>encoding</th>\n      <th>total_lines</th>\n      <th>comm_rel</th>\n      <th>dep_rel</th>\n      <th>module</th>\n      <th>module_rel</th>\n      <th>class_rel</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>doi:10.7910/DVN/XFQZI2</td>\n      <td>Condemnation.R</td>\n      <td>71.0</td>\n      <td>10.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>ascii</td>\n      <td>335.0</td>\n      <td>3.72</td>\n      <td>32.50</td>\n      <td>1.0</td>\n      <td>335.0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>doi:10.7910/DVN/WGPDBS</td>\n      <td>Replication_of_Figures.R</td>\n      <td>17.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>ascii</td>\n      <td>238.0</td>\n      <td>13.00</td>\n      <td>237.00</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>doi:10.7910/DVN/BPON3K</td>\n      <td>fig_10_effect_of_winning_on_gov.R</td>\n      <td>13.0</td>\n      <td>4.0</td>\n      <td>0.0</td>\n      <td>2.0</td>\n      <td>0</td>\n      <td>Windows-1252</td>\n      <td>188.0</td>\n      <td>13.46</td>\n      <td>46.00</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>doi:10.7910/DVN/BPON3K</td>\n      <td>fig_11_rd_placebo.R</td>\n      <td>8.0</td>\n      <td>4.0</td>\n      <td>0.0</td>\n      <td>2.0</td>\n      <td>0</td>\n      <td>Windows-1252</td>\n      <td>153.0</td>\n      <td>18.12</td>\n      <td>37.25</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>doi:10.7910/DVN/BPON3K</td>\n      <td>fig_12_historical_trend.R</td>\n      <td>4.0</td>\n      <td>3.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>Windows-1252</td>\n      <td>37.0</td>\n      <td>8.25</td>\n      <td>11.33</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "                      doi                           filename  comments_no  \\\n0  doi:10.7910/DVN/XFQZI2                     Condemnation.R         71.0   \n1  doi:10.7910/DVN/WGPDBS           Replication_of_Figures.R         17.0   \n2  doi:10.7910/DVN/BPON3K  fig_10_effect_of_winning_on_gov.R         13.0   \n3  doi:10.7910/DVN/BPON3K                fig_11_rd_placebo.R          8.0   \n4  doi:10.7910/DVN/BPON3K          fig_12_historical_trend.R          4.0   \n\n   dep_no  func_no  test_no  class_no      encoding  total_lines  comm_rel  \\\n0    10.0      1.0      0.0         0         ascii        335.0      3.72   \n1     1.0      0.0      0.0         0         ascii        238.0     13.00   \n2     4.0      0.0      2.0         0  Windows-1252        188.0     13.46   \n3     4.0      0.0      2.0         0  Windows-1252        153.0     18.12   \n4     3.0      0.0      0.0         0  Windows-1252         37.0      8.25   \n\n   dep_rel  module  module_rel  class_rel  \n0    32.50     1.0       335.0          0  \n1   237.00     0.0         NaN          0  \n2    46.00     0.0         NaN          0  \n3    37.25     0.0         NaN          0  \n4    11.33     0.0         NaN          0  "
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "2262"
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df['test_no'] != 0).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "2262"
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df.loc[df['test_no'] != 0].copy()\n",
    "len(df2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>doi</th>\n      <th>filename</th>\n      <th>comments_no</th>\n      <th>dep_no</th>\n      <th>func_no</th>\n      <th>test_no</th>\n      <th>class_no</th>\n      <th>encoding</th>\n      <th>total_lines</th>\n      <th>comm_rel</th>\n      <th>dep_rel</th>\n      <th>module</th>\n      <th>module_rel</th>\n      <th>class_rel</th>\n      <th>test_rel</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2</th>\n      <td>doi:10.7910/DVN/BPON3K</td>\n      <td>fig_10_effect_of_winning_on_gov.R</td>\n      <td>13.0</td>\n      <td>4.0</td>\n      <td>0.0</td>\n      <td>2.0</td>\n      <td>0</td>\n      <td>Windows-1252</td>\n      <td>188.0</td>\n      <td>13.46</td>\n      <td>46.00</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>94.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>doi:10.7910/DVN/BPON3K</td>\n      <td>fig_11_rd_placebo.R</td>\n      <td>8.0</td>\n      <td>4.0</td>\n      <td>0.0</td>\n      <td>2.0</td>\n      <td>0</td>\n      <td>Windows-1252</td>\n      <td>153.0</td>\n      <td>18.12</td>\n      <td>37.25</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>76.5</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>doi:10.7910/DVN/BPON3K</td>\n      <td>fig_2_fig_4_party_switching.R</td>\n      <td>34.0</td>\n      <td>4.0</td>\n      <td>0.0</td>\n      <td>4.0</td>\n      <td>0</td>\n      <td>ascii</td>\n      <td>302.0</td>\n      <td>7.88</td>\n      <td>74.50</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>75.5</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>doi:10.7910/DVN/BPON3K</td>\n      <td>fig_3_effect_of_winning_on_federal_congress.R</td>\n      <td>6.0</td>\n      <td>4.0</td>\n      <td>0.0</td>\n      <td>2.0</td>\n      <td>0</td>\n      <td>Windows-1252</td>\n      <td>156.0</td>\n      <td>25.00</td>\n      <td>38.00</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>78.0</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>doi:10.7910/DVN/BPON3K</td>\n      <td>fig_5_tab_7_rd_robust_estimations.R</td>\n      <td>6.0</td>\n      <td>6.0</td>\n      <td>0.0</td>\n      <td>2.0</td>\n      <td>0</td>\n      <td>ascii</td>\n      <td>107.0</td>\n      <td>16.83</td>\n      <td>16.83</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>53.5</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "                      doi                                       filename  \\\n2  doi:10.7910/DVN/BPON3K              fig_10_effect_of_winning_on_gov.R   \n3  doi:10.7910/DVN/BPON3K                            fig_11_rd_placebo.R   \n7  doi:10.7910/DVN/BPON3K                  fig_2_fig_4_party_switching.R   \n8  doi:10.7910/DVN/BPON3K  fig_3_effect_of_winning_on_federal_congress.R   \n9  doi:10.7910/DVN/BPON3K            fig_5_tab_7_rd_robust_estimations.R   \n\n   comments_no  dep_no  func_no  test_no  class_no      encoding  total_lines  \\\n2         13.0     4.0      0.0      2.0         0  Windows-1252        188.0   \n3          8.0     4.0      0.0      2.0         0  Windows-1252        153.0   \n7         34.0     4.0      0.0      4.0         0         ascii        302.0   \n8          6.0     4.0      0.0      2.0         0  Windows-1252        156.0   \n9          6.0     6.0      0.0      2.0         0         ascii        107.0   \n\n   comm_rel  dep_rel  module  module_rel  class_rel  test_rel  \n2     13.46    46.00     0.0         NaN          0      94.0  \n3     18.12    37.25     0.0         NaN          0      76.5  \n7      7.88    74.50     0.0         NaN          0      75.5  \n8     25.00    38.00     0.0         NaN          0      78.0  \n9     16.83    16.83     0.0         NaN          0      53.5  "
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['test_rel']=df2['total_lines']/df2['test_no']\n",
    "df2['test_rel']=df2['test_rel'].round(2)\n",
    "#df2=df2.replace([np.inf, -np.inf], np.nan)\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={\"height_ratios\": (.15, .85)})\n",
    " \n",
    "# Add a graph in each part\n",
    "sns.boxplot(df2[\"test_rel\"], color='c', ax=ax_box)\n",
    "g = sns.distplot(df2[\"test_rel\"].dropna(), color='c', ax=ax_hist, kde=False, bins=350)\n",
    "#g.set_yscale(\"log\")\n",
    "\n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set(title='Relative occurence of word \"test\" in R files')\n",
    "ax_hist.set(xlabel=\"lines of code / count of word 'test'\")\n",
    "#plt.xscale('log')\n",
    "plt.xlim(0, 350)\n",
    "#plt.ylim(0, 1000)\n",
    "plt.show()\n",
    "\n",
    "f.tight_layout()\n",
    "f.savefig(\"plots/test_rel.png\", dpi=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "4.0"
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['test_no'].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "53.5"
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['test_rel'].median()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# converted from other to Ascii"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "692"
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df) - len(df[df['encoding']=='ascii'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "temo = df.encoding.value_counts().reset_index().head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = temo['index']\n",
    "labels = labels.append(pd.Series('other'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "sizes = temo['encoding']\n",
    "sizes = sizes.append(pd.Series(64))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "0           ascii\n1           utf-8\n2      ISO-8859-1\n3    Windows-1252\n0           other\ndtype: object"
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 1 Axes>"
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     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "# Pie chart\n",
    "#labels = ['Yes',  'No']\n",
    "#sizes = [(df['docs'] == 1).sum(), (df['docs'] == 0).sum()]\n",
    " \n",
    "fig1, ax1 = plt.subplots()\n",
    "plt.rcParams['font.size'] = 15\n",
    "pie = ax1.pie(sizes,   startangle=10, \\\n",
    "        textprops={'fontsize': 12},wedgeprops={'alpha':0.7})\n",
    "\n",
    "#draw circle\n",
    "centre_circle = plt.Circle((0,0),0.70,fc='white')\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.gca().add_artist(centre_circle)\n",
    "\n",
    "# Equal aspect ratio ensures that pie is drawn as a circle\n",
    "ax1.axis('equal')  \n",
    "plt.title(\"Code file (script) encoding\", size=18)\n",
    "plt.tight_layout()\n",
    "\n",
    "#ax2 = fig.add_subplot(212)\n",
    "#ax2.axis(\"off\") \n",
    "#ax2.legend(pie[0],labels, loc=\"center\")\n",
    "total = sizes.sum()\n",
    "plt.legend(\n",
    "    pie[0],labels=['%s, %1.1f %%' % (l, s*100.0/total) for l, s in zip(labels, sizes)], \\\n",
    "    bbox_to_anchor=(1.35,0.3), loc=\"lower right\", \\\n",
    "    bbox_transform=plt.gcf().transFigure)\n",
    "\n",
    "plt.show()\n",
    "fig.savefig(\"plots/encoding.png\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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